Analytic Dashboard

Dashboard Structure Overview

  1. Analytic Score Descriptive Statistics
    with Analytic Score Distributions (All Data) visualisations directly below
  2. Clustering Results
    • Clustering summary statistics
    • Clustering results visualisation
  3. Cluster Analysis
    • For each cluster: descriptive statistics, then density visualisations, with subheadings for each cluster
  4. Archetype Visualisations
    • Erratic Speculator Wallets
    • DeFi Power Users Wallets
    • Omnichain Explorers Wallets

Analytic Score Descriptive Statistics

count mean std min 25% 50% 75% max skewness kurtosis missing_count missing_pct p5 p95 p99
BEHAVIOURAL_VOLATILITY_SCORE 20174.0 0.578979 7.028997e-02 0.307997 0.553708 0.591104 0.625991 8.197918e-01 -1.105784 1.059374 0 0.0 0.414629 0.668164 0.695687
CROSS_DOMAIN_ENGAGEMENT_SCORE 20174.0 0.384247 3.995968e-01 0.000000 0.000000 0.262682 0.811278 1.000000e+00 0.284369 -1.669014 0 0.0 0.000000 0.977418 1.000000
REVENUE_SCORE_PROXY 20174.0 46784.498723 3.084414e+06 0.000667 51.016628 299.833958 1516.600108 3.992318e+08 114.288762 14227.414558 0 0.0 1.996589 10629.511389 74474.893157
DEX_EVENTS_SIGNED_DIST 20174.0 12.618023 4.443262e+02 -35777.000000 25.000000 29.000000 29.000000 2.900000e+01 -74.742429 5761.960187 0 0.0 -23.000000 29.000000 29.000000
CEX_EVENTS_SIGNED_DIST 20174.0 1.706900 4.109430e+00 -273.000000 2.000000 2.000000 2.000000 2.000000e+00 -40.423441 2071.058743 0 0.0 1.000000 2.000000 2.000000
BRIDGE_EVENTS_SIGNED_DIST 20174.0 9.337117 6.987784e+02 -75211.000000 23.000000 28.000000 29.000000 2.900000e+01 -95.327291 9548.646649 0 0.0 -5.000000 29.000000 29.000000
DEFI_EVENTS_SIGNED_DIST 20174.0 5.731684 2.741192e+02 -38826.000000 9.000000 12.000000 12.000000 1.200000e+01 -140.939255 19965.608822 0 0.0 -6.000000 12.000000 12.000000

Analytic Score Distributions (All Data)

Clustering Summary

HDBSCAN Clustering Summary
==============================

Number of clusters: 2
Number of noise points: 71
Total points: 20174
Noise percentage: 0.4%

Cluster sizes:
  Cluster 0: 8713 points
  Cluster 1: 11390 points

Quality Metrics:
  Silhouette Score: 0.458
  Calinski-Harabasz Score: 20566.71
  Davies-Bouldin Score: 0.922

Clustering Results Visualisation

HDBSCAN Clustering Results

Analytic Score Stats by Cluster

Cluster -1

count mean std min 25% 50% 75% max skewness kurtosis missing_count missing_pct p5 p95 p99
BEHAVIOURAL_VOLATILITY_SCORE 71.0 0.545978 0.099329 0.328862 0.566605 0.572011 0.595938 0.712530 -1.375828 0.824746 0 0.0 0.331099 0.653894 0.686828
CROSS_DOMAIN_ENGAGEMENT_SCORE 71.0 0.088686 0.237039 0.000000 0.000000 0.000000 0.000000 1.000000 2.892783 7.540386 0 0.0 0.000000 0.685975 0.993753
REVENUE_SCORE_PROXY 71.0 262.704272 1008.276533 3.625333 40.971931 49.158559 58.176426 6885.364988 5.681154 33.237093 0 0.0 3.998405 737.064010 5539.909699
DEX_EVENTS_SIGNED_DIST 71.0 28.732394 1.403646 18.000000 29.000000 29.000000 29.000000 29.000000 -6.872422 50.882427 0 0.0 28.000000 29.000000 29.000000
CEX_EVENTS_SIGNED_DIST 71.0 1.830986 1.424138 -10.000000 2.000000 2.000000 2.000000 2.000000 -8.426150 71.000000 0 0.0 2.000000 2.000000 2.000000
BRIDGE_EVENTS_SIGNED_DIST 71.0 -48.830986 94.924931 -200.000000 -107.500000 24.000000 29.000000 29.000000 -0.637049 -1.351403 0 0.0 -198.500000 29.000000 29.000000
DEFI_EVENTS_SIGNED_DIST 71.0 11.943662 0.373681 9.000000 12.000000 12.000000 12.000000 12.000000 -7.418978 57.435532 0 0.0 12.000000 12.000000 12.000000

Analytic Score Density Visualisations for Cluster -1

Cluster 0

count mean std min 25% 50% 75% max skewness kurtosis missing_count missing_pct p5 p95 p99
BEHAVIOURAL_VOLATILITY_SCORE 8713.0 0.584581 0.082256 0.321726 0.565056 0.612211 0.638683 8.197918e-01 -1.200822 0.481254 0 0.0 0.397293 0.675987 0.699222
CROSS_DOMAIN_ENGAGEMENT_SCORE 8713.0 0.140923 0.303256 0.000000 0.000000 0.000000 0.000000 1.000000e+00 1.931872 2.097063 0 0.0 0.000000 0.920620 1.000000
REVENUE_SCORE_PROXY 8713.0 17417.741236 555738.187633 0.000667 18.963000 149.865120 691.085312 3.818832e+07 51.319987 3034.987261 0 0.0 0.839074 7527.201786 46902.493179
DEX_EVENTS_SIGNED_DIST 8713.0 26.020774 33.517681 -2282.000000 29.000000 29.000000 29.000000 2.900000e+01 -42.071744 2647.505437 0 0.0 24.000000 29.000000 29.000000
CEX_EVENTS_SIGNED_DIST 8713.0 1.708137 5.117701 -273.000000 2.000000 2.000000 2.000000 2.000000e+00 -35.653032 1543.488227 0 0.0 2.000000 2.000000 2.000000
BRIDGE_EVENTS_SIGNED_DIST 8713.0 18.352577 60.773027 -3129.000000 21.000000 28.000000 29.000000 2.900000e+01 -27.707373 1110.247862 0 0.0 -10.400000 29.000000 29.000000
DEFI_EVENTS_SIGNED_DIST 8713.0 11.433031 6.940958 -385.000000 12.000000 12.000000 12.000000 1.200000e+01 -40.814918 2134.311627 0 0.0 11.000000 12.000000 12.000000

Analytic Score Density Visualisations for Cluster 0

Cluster 1

count mean std min 25% 50% 75% max skewness kurtosis missing_count missing_pct p5 p95 p99
BEHAVIOURAL_VOLATILITY_SCORE 11390.0 0.574900 5.888596e-02 0.307997 0.551394 0.580261 0.608847 7.735784e-01 -0.976477 1.730644 0 0.0 0.428177 0.661974 0.690300
CROSS_DOMAIN_ENGAGEMENT_SCORE 11390.0 0.572225 3.618841e-01 0.000000 0.242832 0.702398 0.884089 1.000000e+00 -0.568829 -1.210390 0 0.0 0.000000 0.985057 1.000000
REVENUE_SCORE_PROXY 11390.0 69539.161181 4.075994e+06 0.001928 98.770816 548.365825 2303.911114 3.992318e+08 87.612160 8261.437194 0 0.0 5.569896 12993.490642 101545.697632
DEX_EVENTS_SIGNED_DIST 11390.0 2.264881 5.904141e+02 -35777.000000 15.000000 28.000000 29.000000 2.900000e+01 -56.373076 3269.155170 0 0.0 -44.000000 29.000000 29.000000
CEX_EVENTS_SIGNED_DIST 11390.0 1.705180 3.140853e+00 -194.000000 2.000000 2.000000 2.000000 2.000000e+00 -42.403181 2428.084363 0 0.0 1.000000 2.000000 2.000000
BRIDGE_EVENTS_SIGNED_DIST 11390.0 2.803161 9.283799e+02 -75211.000000 25.000000 28.000000 29.000000 2.900000e+01 -71.980315 5426.430101 0 0.0 -1.000000 29.000000 29.000000
DEFI_EVENTS_SIGNED_DIST 11390.0 1.331607 3.647113e+02 -38826.000000 7.000000 10.000000 12.000000 1.200000e+01 -105.967268 11281.869471 0 0.0 -21.000000 12.000000 12.000000

Analytic Score Density Visualisations for Cluster 1

Archetype Visualisations

Erratic Speculator Wallets

DeFi Power Users Wallets

Omnichain Explorers Wallets